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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Sustainability and Climate Change Governance
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

935 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
935 works in the cohort · of 4,299,418page 2 of 19

Labels cover 9 of 935 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 935 of 935 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Scenarios and the art of worldmaking
Joost Vervoort, Roy Bendor, Aisling Kelliher, Oscar Strik, Ariella Helfgott
2015· article· en· Futures· Environmental Science
machine prediction:candidate · noneconsensus · none
191
citations
affunlabeled
An Integrated Framework to Assess Greenwashing
Noémi Nemes, Stephen J. Scanlan, Pete Smith, Tone Smith, Melissa Aronczyk, Stephanie Hill +4 more
2022· article· en· Sustainability· Environmental Science
machine prediction:candidate · noneconsensus · none
179
citations
venueno affunlabeled
A New Paradigm for Adaptive Management
Lucy Rist, Adam Felton, Lars Samuelsson, Camilla Sandström, Ola Rosvall
2013· article· en· Ecology and Society· Environmental Science
machine prediction:candidate · noneconsensus · none
143
citations
affno abstractunlabeled
Imagining transformative biodiversity futures
Carina Wyborn, Federico Davila, Laura Pereira, Michelle Lim, Isis Alvarez, Gretchen Henderson +8 more
2020· article· en· Nature Sustainability· Environmental Science
machine prediction:candidate · noneconsensus · none
112
citations

How this was built: Screen · Findings · About